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Automation Risk Analysis

Will “Dairy Grazier” be Automated?

Historical Context: Oxford Study (2013)

Ranked #137 of 702. Estimated risk: 4.7%

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AI Exposure Risk

51%

“Dairy Grazier” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 51% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

51%

“Dairy Grazier” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 51% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Farmers, Ranchers, and Other Agricultural Managers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Plan, direct, or coordinate the management or operation of farms, ranches, greenhouses, aquacultural operations, nurseries, timber tracts, or other agricultural establishments. May hire, train, and supervise farm workers or contract for services to carry out the day-to-day activities of the managed operation. May engage in or supervise planting, cultivating, harvesting, and financial and marketing activities.

Avg. Annual Salary $97,240
Avg. Hourly Wage $46.75
Available Jobs (US) 5,910
Job Title & Hierarchy Code (SOC) Farmers, Ranchers, and Other Agricultural Managers #11-9013
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Farmers, Ranchers, and Other Agricultural Managers”

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Core Skills & Abilities

  • Direct and monitor the transfer of mature fish to lakes, ponds, streams, or commercial tanks.

  • Provide information to customers on the care of trees, shrubs, flowers, plants, and lawns.

  • Conduct or supervise stock examinations to identify diseases or parasites.

  • Direct and monitor trapping and spawning of fish, egg incubation, and fry rearing, applying knowledge of management and fish culturing techniques.

  • Collect and record growth, production, and environmental data.

  • Conduct inspections to determine crop maturity or condition or to detect disease or insect infestation.

  • Maintain financial, operational, production, or employment records for farms or ranches.

  • Determine types or quantities of crops, plants, or livestock to be grown and raised, based on budgets, federal incentives, market conditions, executive directives, projected sales volumes, or soil conditions.

  • Prepare reports required by state and federal laws.

  • Analyze soil to determine types or quantities of fertilizer required for maximum crop production.

  • Replace chemical insecticides with environmentally friendly practices, such as adding pest-repelling plants to fields.

  • Coordinate clerical, record-keeping, inventory, requisitioning, and marketing activities.

  • Monitor environments to ensure maintenance of optimum animal or plant life.

  • Position and regulate plant irrigation systems, and program environmental and irrigation control computers.

  • Negotiate with buyers for the sale, storage, or shipment of crops or livestock.

  • Direct the breeding or raising of stock, such as cattle, poultry, or honeybees, using recognized breeding practices to ensure stock improvement.

  • Devise and participate in activities to improve fish hatching and growth rates, and to prevent disease in hatcheries.

  • Manage nurseries that grow horticultural plants for sale to trade or retail customers, for display or exhibition, or for research.

  • Hire, supervise, and train support workers.

  • Evaluate marketing or sales alternatives for products.

  • Obtain financing for and purchase necessary machinery, land, supplies, or livestock.

  • Determine how to allocate resources and to respond to unanticipated problems, such as insect infestation, drought, and fire.

  • Inspect facilities and equipment for signs of disrepair, and perform necessary maintenance work.

  • Direct crop production operations, such as planning, tilling, planting, fertilizing, cultivating, spraying, and harvesting.

  • Analyze market conditions to determine acreage allocations.

  • Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules.

  • Supervise the construction of farm or ranch structures, such as buildings, fences, drainage systems, wells, or roads.

  • Coordinate the selection and maintenance of brood stock.

  • Determine, administer, and execute policies relating to operations administration and standards, facility maintenance, and safety.

  • Monitor activities, such as irrigation, chemical application, harvesting, milking, breeding, and grading, to ensure adherence to safety regulations or standards.

Technologies & Software

  • CDA International Manifold System
  • Microsoft Access
  • Motion (AI Scheduler)
  • Fish stocking databases
  • Grok (xAI)
  • Kimi (Moonshot AI)
  • Microsoft PowerPoint
  • Microsoft Copilot
  • TatukGIS Editor
  • Llama (Meta)
  • Sunrise Software CropSave
  • Trimble Farm Works
  • Geographic information system GIS systems
  • Datatech The Farmer's Office
  • AgTerra Technologies AgTrac
  • Farm Business Software Systems Smart Feeder
  • Red Wing Software CenterPoint Accounting for Agriculture
  • Gemini (Google)
  • Microsoft Office software
  • Hatchery database systems
  • i.Agri LandMark Farm
  • Geographic resources analysis support system GRASS
  • Pear Technology Fieldman Farmer
  • Microsoft Outlook
  • Statistical analysis software
  • Specialized Data Systems Ultra Farm
  • Argos Software ABECAS Insight
  • Agevo Farm Manager
  • AgData Blue Skies Accounting
  • Microsoft Visio
  • ProducePak Mobile Farm Management
  • Accutech Systems Corporation AccuFarm-MGR
  • Nova (Amazon)
  • Ag Leader Technology SMS Advanced
  • Adobe Photoshop
  • Custom Software Group CSG AgroSys
  • Microsoft Excel
  • CattleWorks
  • Ag Connections Land.db
  • Lion Edge Technologies Ranch Manager
  • KELTEC Systems HerdMaster
  • Trimble AgGPS EZ-Map
  • SST Development Group SSToolbox
  • Brihzon Solutions SMART Dairy Resource Planning
  • Payroll software
  • SST Development Group Stratus
  • Qwen (Alibaba)
  • Facebook
  • Fireflies.ai
  • Web browser software
  • Otter.ai
  • Perplexity AI
  • AGCO Advanced Technology Solutions Fieldstar
  • Vertical Solutions Easy-Farm Accounting
  • Atlassian Confluence
  • Global Mapper Software Global Mapper
  • Word processing software
  • TapLogic FarmLogic
  • AquaSoft Farm Manager
  • Farm Files Crops
  • Farm Files Livestock
  • SAP software
  • Sanders Software Consulting FarmBooks
  • Global positioning system GPS software
  • MapShots EASi Suite
  • Innovative Software Solutions Picas
  • Stenco Technologies Farm Trends
  • Resource planning software
  • Microsoft Word
  • MapInfo
  • ESRI ArcPad
  • Gemini for Workspace
  • John Deere Apex Farm Management
  • Alua Software Paddock Pro
  • ChatGPT (OpenAI)
  • Mistral (Mistral AI)
  • Countryside Data Ag Payroll
  • DIVA-GIS
  • Cattlesoft CattleMax
  • Oracle NetSuite
  • International Response Technologies CowChip - Ranch House
  • Napkin AI
  • AgriSoft/CMC AgriSoft/ERP
  • Advanced Veterinary Services Ranch Vision
  • Staff scheduling software
  • EZ-Ranch
  • Midwest MicroSystems Cow Sense
  • Time reporting software
  • PigCHAMP Care 3000
  • Delta Data Systems AGIS
  • Email software
  • Notion AI
  • DeepSeek
  • ZedX AgFleet
  • Claude (Anthropic)
  • Power nail guns
  • Four wheel drive 4WD trucks
  • Turbine water pumps
  • Portable power saws
  • Line cutters
  • Aeration pumps
  • Power nail pullers
  • Gas-powered generators
  • Materials conveyors
  • Soil electrical conductivity measurement devices
  • Personal computers
  • Extension ladders
  • Woodworking chisels
  • Portable air compressors
  • Cage nets
  • Digital flowmeters
  • Pipe wrenches
  • Transplanting equipment
  • Adjustable hand wrenches
  • Poultry incubators
  • Portable dataloggers
  • Claw hammers
  • Fertilizer injectors
  • Laptop computers
  • Backhoe attachments
  • Milking equipment
  • pH indicators
  • Animal vaccination syringes
  • Circular saws
  • Seine reels
  • Fish holding pens
  • Chain saws
  • Mowing equipment
  • Livestock castration equipment
  • Steam sterilizers
  • Spray attachments
  • Trenchers
  • Water filters
  • Carbon dioxide systems
  • Pneumatic cutters
  • Farm tractors
  • Fish traps
  • Brush mowers
  • Humidifiers
  • Handheld computers
  • Tanker trucks
  • Power monitors
  • Stereo light microscopes
  • Branding equipment
  • Farm trucks
  • Handheld dissolved oxygen meters
  • Forklifts
  • Water test kits
  • Extended pole pruners
  • Bench scales
  • Composting equipment
  • Microsprinklers
  • Dip nets
  • Weedeaters
  • Temperature monitors
  • Radiant heaters
  • Pruning tools
  • Trickle irrigators
  • Chipping equipment
  • Pop-up sprinklers
  • Fish crowders
  • Grain combines
  • Belt conveyor systems
  • Screen filters
  • Clockwork belt feeders
  • Powered trailers
  • Tablet computers
  • Phillips screwdrivers
  • Ultraviolet light UV water disinfection systems
  • Dew point meters
  • Skid steer machines
  • Grain scales
  • Water level monitors
  • Egg gathering equipment
  • Fry nets
  • Electric timing devices
  • Bar code readers
  • Fish graders
  • Manure spreaders
  • Desktop computers
  • Dump trucks
  • Layout squares
  • Fish counters
  • Hay mowing machines
  • Backhoes
  • Mist control systems
  • Portable welding equipment
  • Grease guns
  • Soil mixers
  • Utility forklifts
  • Fish incubators
  • Handsaws
  • Mulch spreaders
  • Pneumatic pruners
  • Power augers
  • Corn pickers
  • pH probes
  • Air compression equipment
  • Impact sprinklers
  • Gardening shovels
  • Soil thermometers
  • Tongue and groove pliers
  • Snowplow attachments
  • Security alarm systems
  • Fish egg counters
  • Round metal files
  • Cordless power drills
  • Multipurpose pliers
  • Fish collection nets
  • Power mowers
  • Animal blood collection syringes
  • Propane torches
  • Global positioning system GPS receivers
  • Hay trucks
  • Grain dryers
  • Animal feeders
  • Adjustable widemouth pliers
  • Tubing cutters
  • Fertigation equipment
  • Multipurpose tractors
  • Artificial insemination kits
  • Straight screwdrivers
  • Lawn mowers
  • Field watering systems
  • Animal transportation trailers
  • Oil dispensing cans
  • Hacksaws
  • Mechanized tilling equipment
  • Drainage pumps
  • Safety gloves
  • Utility knives
  • Fumigation equipment
  • Snow blowers
  • Fish transfer pumps
  • Ozone generators
  • Hay balers
  • Sport utility vehicles SUVs
  • Grain drills
  • Light evaluation meters
  • Chemical sprayers
  • Field cultivators
  • Drip emitters
  • Aquaculture tanks
  • Fish egg sorters
  • Hydroponic equipment
  • Garden hoes
  • Biological filters
  • Aerosol foggers
  • Lawn edgers
  • Overhead sprinklers
  • Fish feeders
  • Humidity meters
  • Centrifugal water pumps
  • Soil pasteurizers

Alternative Job Titles